Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	56000
Missing cells	287731
Missing cells (%)	20.6%
Duplicate rows	121
Duplicate rows (%)	0.2%
Total size in memory	10.7 MiB
Average record size in memory	200.0 B

Variable types

Numeric	24
Categorical	1

Alerts

Dataset has 121 (0.2%) duplicate rows	Duplicates
`form_field25` is highly correlated with `form_field26` and 2 other fields	High correlation
`form_field26` is highly correlated with `form_field25` and 2 other fields	High correlation
`form_field27` is highly correlated with `form_field25` and 2 other fields	High correlation
`form_field28` is highly correlated with `form_field42`	High correlation
`form_field29` is highly correlated with `form_field25` and 3 other fields	High correlation
`form_field31` is highly correlated with `form_field29`	High correlation
`form_field32` is highly correlated with `form_field37`	High correlation
`form_field34` is highly correlated with `form_field39`	High correlation
`form_field36` is highly correlated with `form_field38` and 1 other fields	High correlation
`form_field37` is highly correlated with `form_field32`	High correlation
`form_field38` is highly correlated with `form_field36` and 1 other fields	High correlation
`form_field39` is highly correlated with `form_field34`	High correlation
`form_field42` is highly correlated with `form_field28`	High correlation
`form_field43` is highly correlated with `form_field36` and 1 other fields	High correlation
`form_field48` is highly correlated with `form_field26` and 4 other fields	High correlation
`form_field25` has 5450 (9.7%) missing values	Missing
`form_field26` has 7438 (13.3%) missing values	Missing
`form_field27` has 9299 (16.6%) missing values	Missing
`form_field30` has 25509 (45.6%) missing values	Missing
`form_field31` has 39408 (70.4%) missing values	Missing
`form_field32` has 5450 (9.7%) missing values	Missing
`form_field33` has 1256 (2.2%) missing values	Missing
`form_field35` has 23148 (41.3%) missing values	Missing
`form_field36` has 1995 (3.6%) missing values	Missing
`form_field37` has 5450 (9.7%) missing values	Missing
`form_field39` has 4211 (7.5%) missing values	Missing
`form_field40` has 43729 (78.1%) missing values	Missing
`form_field41` has 38229 (68.3%) missing values	Missing
`form_field42` has 1323 (2.4%) missing values	Missing
`form_field43` has 568 (1.0%) missing values	Missing
`form_field44` has 5383 (9.6%) missing values	Missing
`form_field45` has 31317 (55.9%) missing values	Missing
`form_field46` has 15904 (28.4%) missing values	Missing
`form_field48` has 20889 (37.3%) missing values	Missing
`form_field28` has 11546 (20.6%) zeros	Zeros
`form_field34` has 46890 (83.7%) zeros	Zeros
`form_field35` has 28090 (50.2%) zeros	Zeros
`form_field37` has 11410 (20.4%) zeros	Zeros
`form_field38` has 4864 (8.7%) zeros	Zeros
`form_field39` has 48194 (86.1%) zeros	Zeros
`form_field42` has 16961 (30.3%) zeros	Zeros
`form_field43` has 6942 (12.4%) zeros	Zeros
`form_field45` has 23075 (41.2%) zeros	Zeros
`form_field46` has 36730 (65.6%) zeros	Zeros
`form_field48` has 1416 (2.5%) zeros	Zeros
`form_field49` has 29853 (53.3%) zeros	Zeros

Reproduction

Analysis started	2022-10-20 13:58:11.448358
Analysis finished	2022-10-20 14:04:45.757638
Duration	6 minutes and 34.31 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

form_field25
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	5014
Distinct (%)	9.9%
Missing	5450
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	2624.555935

Minimum	0
Maximum	25093.5
Zeros	42
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	349.5
Q1	1231.5
median	2203.5
Q3	3517.5
95-th percentile	6300.825
Maximum	25093.5
Range	25093.5
Interquartile range (IQR)	2286

Descriptive statistics

Standard deviation	1964.226548
Coefficient of variation (CV)	0.748403386
Kurtosis	5.663181989
Mean	2624.555935
Median Absolute Deviation (MAD)	1099.5
Skewness	1.711413073
Sum	132671302.5
Variance	3858185.933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
274.5	275	0.5%
228	265	0.5%
411	261	0.5%
364.5	250	0.4%
183	247	0.4%
456	246	0.4%
592.5	242	0.4%
502.5	235	0.4%
136.5	230	0.4%
91.5	227	0.4%
Other values (5004)	48072	85.8%
(Missing)	5450	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	0.1%
22.5	9	< 0.1%
34.5	1	< 0.1%
45	189	0.3%
61.5	4	< 0.1%
64.5	1	< 0.1%
69	18	< 0.1%
76.5	5	< 0.1%
79.5	1	< 0.1%
91.5	227	0.4%

Value	Count	Frequency (%)
25093.5	1	< 0.1%
24135	1	< 0.1%
23292	1	< 0.1%
22950	1	< 0.1%
22174.5	1	< 0.1%
20257.5	1	< 0.1%
19185	1	< 0.1%
18843	1	< 0.1%
18706.5	1	< 0.1%
18432	1	< 0.1%

form_field26
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	594
Distinct (%)	1.2%
Missing	7438
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	10106.5549

Minimum	0
Maximum	73275
Zeros	59
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	639
Q1	3375
median	8214
Q3	14145
95-th percentile	28014
Maximum	73275
Range	73275
Interquartile range (IQR)	10770

Descriptive statistics

Standard deviation	8796.472481
Coefficient of variation (CV)	0.8703729974
Kurtosis	2.69195808
Mean	10106.5549
Median Absolute Deviation (MAD)	5112
Skewness	1.471488688
Sum	490794519
Variance	77377928.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
549	387	0.7%
639	383	0.7%
456	370	0.7%
366	369	0.7%
1005	367	0.7%
1095	366	0.7%
912	361	0.6%
1461	358	0.6%
729	357	0.6%
183	357	0.6%
Other values (584)	44887	80.2%
(Missing)	7438	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	0.1%
90	282	0.5%
183	357	0.6%
273	348	0.6%
366	369	0.7%
456	370	0.7%
549	387	0.7%
639	383	0.7%
729	357	0.6%
822	352	0.6%

Value	Count	Frequency (%)
73275	1	< 0.1%
65790	1	< 0.1%
63783	1	< 0.1%
61047	2	< 0.1%
60954	1	< 0.1%
60681	1	< 0.1%
58764	1	< 0.1%
58218	1	< 0.1%
57945	2	< 0.1%
57306	1	< 0.1%

form_field27
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	558
Distinct (%)	1.2%
Missing	9299
Missing (%)	16.6%
Infinite	0
Infinite (%)	0.0%
Mean	6190.516948

Minimum	0
Maximum	42522
Zeros	57
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	366
Q1	2068
median	5110
Q3	8700
95-th percentile	17034
Maximum	42522
Range	42522
Interquartile range (IQR)	6632

Descriptive statistics

Standard deviation	5390.915344
Coefficient of variation (CV)	0.8708344374
Kurtosis	2.715219375
Mean	6190.516948
Median Absolute Deviation (MAD)	3224
Skewness	1.452972936
Sum	289103332
Variance	29061968.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
426	429	0.8%
366	427	0.8%
304	407	0.7%
244	400	0.7%
670	395	0.7%
182	395	0.7%
730	390	0.7%
122	387	0.7%
486	387	0.7%
912	384	0.7%
Other values (548)	42700	76.2%
(Missing)	9299	16.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	57	0.1%
60	302	0.5%
122	387	0.7%
182	395	0.7%
244	400	0.7%
304	407	0.7%
366	427	0.8%
426	429	0.8%
486	387	0.7%
548	368	0.7%

Value	Count	Frequency (%)
42522	1	< 0.1%
40698	1	< 0.1%
38812	1	< 0.1%
38630	2	< 0.1%
38082	1	< 0.1%
37170	1	< 0.1%
36986	1	< 0.1%
36926	1	< 0.1%
36804	1	< 0.1%
36744	1	< 0.1%

form_field28
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	95
Distinct (%)	0.2%
Missing	355
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	17274.31514

Minimum	0
Maximum	60772
Zeros	11546
Zeros (%)	20.6%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	60
median	486
Q3	60772
95-th percentile	60772
Maximum	60772
Range	60772
Interquartile range (IQR)	60712

Descriptive statistics

Standard deviation	26930.74202
Coefficient of variation (CV)	1.559004904
Kurtosis	-1.007478124
Mean	17274.31514
Median Absolute Deviation (MAD)	486
Skewness	0.993735487
Sum	961229266
Variance	725264865.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60772	15407	27.5%
0	11546	20.6%
60	8973	16.0%
122	2356	4.2%
182	1430	2.6%
244	1033	1.8%
304	914	1.6%
366	788	1.4%
426	720	1.3%
486	641	1.1%
Other values (85)	11837	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11546	20.6%
60	8973	16.0%
122	2356	4.2%
182	1430	2.6%
244	1033	1.8%
304	914	1.6%
366	788	1.4%
426	720	1.3%
486	641	1.1%
548	597	1.1%

Value	Count	Frequency (%)
60772	15407	27.5%
7056	1	< 0.1%
6874	2	< 0.1%
6510	1	< 0.1%
6084	2	< 0.1%
6022	1	< 0.1%
5840	1	< 0.1%
5780	1	< 0.1%
5596	1	< 0.1%
5536	1	< 0.1%

form_field29
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	654
Distinct (%)	1.2%
Missing	355
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	16518.5407

Minimum	0
Maximum	73914
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	3102
Q1	9765
median	15057
Q3	21810
95-th percentile	34674
Maximum	73914
Range	73914
Interquartile range (IQR)	12045

Descriptive statistics

Standard deviation	9666.183962
Coefficient of variation (CV)	0.5851717861
Kurtosis	1.193728581
Mean	16518.5407
Median Absolute Deviation (MAD)	5931
Skewness	0.9333815308
Sum	919174197
Variance	93435112.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11133	277	0.5%
12135	273	0.5%
11772	269	0.5%
12045	268	0.5%
11862	268	0.5%
11223	265	0.5%
14874	264	0.5%
12318	263	0.5%
11499	263	0.5%
11040	263	0.5%
Other values (644)	52972	94.6%
(Missing)	355	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
90	30	0.1%
183	59	0.1%
273	74	0.1%
366	83	0.1%
456	76	0.1%
549	80	0.1%
639	70	0.1%
729	83	0.1%
822	80	0.1%

Value	Count	Frequency (%)
73914	1	< 0.1%
73275	1	< 0.1%
70170	1	< 0.1%
65790	1	< 0.1%
65427	1	< 0.1%
64515	1	< 0.1%
63783	1	< 0.1%
63510	1	< 0.1%
62049	1	< 0.1%
61593	1	< 0.1%

form_field30
Real number (ℝ_≥0)

MISSING

Distinct	274
Distinct (%)	0.9%
Missing	25509
Missing (%)	45.6%
Infinite	0
Infinite (%)	0.0%
Mean	5213.246663

Minimum	0
Maximum	25550
Zeros	10
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	426
Q1	2312
median	5658
Q3	7726
95-th percentile	9794
Maximum	25550
Range	25550
Interquartile range (IQR)	5414

Descriptive statistics

Standard deviation	3124.491488
Coefficient of variation (CV)	0.5993369756
Kurtosis	-0.8463082268
Mean	5213.246663
Median Absolute Deviation (MAD)	2556
Skewness	0.03838729922
Sum	158957104
Variance	9762447.058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7422	316	0.6%
7604	291	0.5%
7544	287	0.5%
7482	267	0.5%
7726	265	0.5%
7360	262	0.5%
8030	261	0.5%
366	252	0.4%
7908	250	0.4%
790	247	0.4%
Other values (264)	27793	49.6%
(Missing)	25509	45.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	< 0.1%
60	163	0.3%
122	220	0.4%
182	246	0.4%
244	233	0.4%
304	230	0.4%
366	252	0.4%
426	234	0.4%
486	229	0.4%
548	240	0.4%

Value	Count	Frequency (%)
25550	1	< 0.1%
19102	1	< 0.1%
18310	1	< 0.1%
18250	1	< 0.1%
17824	1	< 0.1%
17702	1	< 0.1%
17460	2	< 0.1%
17094	1	< 0.1%
17034	1	< 0.1%
16730	1	< 0.1%

form_field31
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	394
Distinct (%)	2.4%
Missing	39408
Missing (%)	70.4%
Infinite	0
Infinite (%)	0.0%
Mean	10857.56575

Minimum	0
Maximum	47085
Zeros	14
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2100
Q1	6297
median	10584
Q3	14235
95-th percentile	21900
Maximum	47085
Range	47085
Interquartile range (IQR)	7938

Descriptive statistics

Standard deviation	6049.678489
Coefficient of variation (CV)	0.5571855263
Kurtosis	0.9170532683
Mean	10857.56575
Median Absolute Deviation (MAD)	4017
Skewness	0.7382103891
Sum	180148731
Variance	36598609.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6297	137	0.2%
6204	134	0.2%
11316	128	0.2%
12045	126	0.2%
11499	125	0.2%
11589	120	0.2%
11223	120	0.2%
11133	117	0.2%
11955	116	0.2%
11040	115	0.2%
Other values (384)	15354	27.4%
(Missing)	39408	70.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	< 0.1%
90	15	< 0.1%
183	21	< 0.1%
273	28	0.1%
366	24	< 0.1%
456	33	0.1%
549	33	0.1%
639	28	0.1%
729	36	0.1%
822	30	0.1%

Value	Count	Frequency (%)
47085	1	< 0.1%
44073	1	< 0.1%
43617	1	< 0.1%
42066	1	< 0.1%
39876	1	< 0.1%
39054	1	< 0.1%
38598	2	< 0.1%
37959	1	< 0.1%
37869	1	< 0.1%
37779	2	< 0.1%

form_field32
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	2620
Distinct (%)	5.2%
Missing	5450
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	938.3453215

Minimum	0
Maximum	21306
Zeros	42
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	26
Q1	194
median	598
Q3	1332
95-th percentile	2980
Maximum	21306
Range	21306
Interquartile range (IQR)	1138

Descriptive statistics

Standard deviation	1044.597044
Coefficient of variation (CV)	1.113233071
Kurtosis	12.83808812
Mean	938.3453215
Median Absolute Deviation (MAD)	478
Skewness	2.447196293
Sum	47433356
Variance	1091182.983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	233	0.4%
8	219	0.4%
26	210	0.4%
18	207	0.4%
10	206	0.4%
22	191	0.3%
4	189	0.3%
16	187	0.3%
20	187	0.3%
6	186	0.3%
Other values (2610)	48535	86.7%
(Missing)	5450	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42	0.1%
2	183	0.3%
4	189	0.3%
6	186	0.3%
8	219	0.4%
10	206	0.4%
12	233	0.4%
14	156	0.3%
16	187	0.3%
18	207	0.4%

Value	Count	Frequency (%)
21306	1	< 0.1%
19200	1	< 0.1%
14202	1	< 0.1%
13296	1	< 0.1%
11946	1	< 0.1%
11496	1	< 0.1%
10934	1	< 0.1%
10758	1	< 0.1%
10552	1	< 0.1%
9872	1	< 0.1%

form_field33
Real number (ℝ_≥0)

MISSING

Distinct	554
Distinct (%)	1.0%
Missing	1256
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	13.92658344

Minimum	0.1666
Maximum	152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0.1666
5-th percentile	0.3334
Q1	2.3334
median	7.8334
Q3	21.1666
95-th percentile	45.3334
Maximum	152
Range	151.8334
Interquartile range (IQR)	18.8332

Descriptive statistics

Standard deviation	15.20839578
Coefficient of variation (CV)	1.092040689
Kurtosis	2.681943214
Mean	13.92658344
Median Absolute Deviation (MAD)	6.6668
Skewness	1.565371193
Sum	762396.884
Variance	231.2953023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1666	2338	4.2%
0.6666	1141	2.0%
0.3334	1088	1.9%
0.5	1073	1.9%
0.8334	993	1.8%
1.1666	949	1.7%
1.3334	883	1.6%
1	864	1.5%
1.5	850	1.5%
1.6666	822	1.5%
Other values (544)	43743	78.1%
(Missing)	1256	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1666	2338	4.2%
0.3334	1088	1.9%
0.5	1073	1.9%
0.6666	1141	2.0%
0.8334	993	1.8%
1	864	1.5%
1.1666	949	1.7%
1.3334	883	1.6%
1.5	850	1.5%
1.6666	822	1.5%

Value	Count	Frequency (%)
152	1	< 0.1%
146	1	< 0.1%
120.8334	1	< 0.1%
119.8334	1	< 0.1%
118.3334	1	< 0.1%
118.1666	1	< 0.1%
111.5	1	< 0.1%
110	1	< 0.1%
107.3334	1	< 0.1%
105.8334	1	< 0.1%

form_field34
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	355
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.2302453051

Minimum	0
Maximum	21
Zeros	46890
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6830629264
Coefficient of variation (CV)	2.966674722
Kurtosis	78.01899975
Mean	0.2302453051
Median Absolute Deviation (MAD)	0
Skewness	6.205107511
Sum	12812
Variance	0.4665749614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	46890	83.7%
1	6377	11.4%
2	1510	2.7%
3	532	0.9%
4	170	0.3%
5	67	0.1%
6	32	0.1%
7	27	< 0.1%
8	12	< 0.1%
9	10	< 0.1%
Other values (8)	18	< 0.1%
(Missing)	355	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46890	83.7%
1	6377	11.4%
2	1510	2.7%
3	532	0.9%
4	170	0.3%
5	67	0.1%
6	32	0.1%
7	27	< 0.1%
8	12	< 0.1%
9	10	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
17	1	< 0.1%
15	3	< 0.1%
14	2	< 0.1%
13	4	< 0.1%
12	1	< 0.1%
11	2	< 0.1%
10	4	< 0.1%
9	10	< 0.1%
8	12	< 0.1%

form_field35
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	23148
Missing (%)	41.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.199866066

Minimum	0
Maximum	10
Zeros	28090
Zeros (%)	50.2%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5740016794
Coefficient of variation (CV)	2.871931643
Kurtosis	25.35788461
Mean	0.199866066
Median Absolute Deviation (MAD)	0
Skewness	4.167426424
Sum	6566
Variance	0.3294779279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	28090	50.2%
1	3580	6.4%
2	786	1.4%
3	251	0.4%
4	95	0.2%
5	30	0.1%
6	15	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
(Missing)	23148	41.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28090	50.2%
1	3580	6.4%
2	786	1.4%
3	251	0.4%
4	95	0.2%
5	30	0.1%
6	15	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
7	2	< 0.1%
6	15	< 0.1%
5	30	0.1%
4	95	0.2%
3	251	0.4%
2	786	1.4%
1	3580	6.4%

form_field36
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	66
Distinct (%)	0.1%
Missing	1995
Missing (%)	3.6%
Infinite	0
Infinite (%)	0.0%
Mean	12.8590686

Minimum	2
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	6
median	10
Q3	16
95-th percentile	32
Maximum	200
Range	198
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.62198372
Coefficient of variation (CV)	0.8260305665
Kurtosis	14.68939079
Mean	12.8590686
Median Absolute Deviation (MAD)	4
Skewness	2.634626351
Sum	694454
Variance	112.8265382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	6563	11.7%
6	6476	11.6%
4	6253	11.2%
10	5574	10.0%
12	4710	8.4%
2	4592	8.2%
14	3847	6.9%
16	3092	5.5%
18	2490	4.4%
20	1988	3.5%
Other values (56)	8420	15.0%
(Missing)	1995	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4592	8.2%
4	6253	11.2%
6	6476	11.6%
8	6563	11.7%
10	5574	10.0%
12	4710	8.4%
14	3847	6.9%
16	3092	5.5%
18	2490	4.4%
20	1988	3.5%

Value	Count	Frequency (%)
200	1	< 0.1%
194	1	< 0.1%
156	1	< 0.1%
138	1	< 0.1%
136	2	< 0.1%
134	1	< 0.1%
126	1	< 0.1%
124	2	< 0.1%
122	1	< 0.1%
118	1	< 0.1%

form_field37
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	52
Distinct (%)	0.1%
Missing	5450
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	8.480435213

Minimum	0
Maximum	106
Zeros	11410
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	12
95-th percentile	26
Maximum	106
Range	106
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.328809675
Coefficient of variation (CV)	1.100039024
Kurtosis	6.692711421
Mean	8.480435213
Median Absolute Deviation (MAD)	6
Skewness	1.949270982
Sum	428686
Variance	87.02668995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11410	20.4%
2	6899	12.3%
4	5103	9.1%
6	4447	7.9%
8	3960	7.1%
10	3499	6.2%
12	2960	5.3%
14	2539	4.5%
16	2026	3.6%
18	1619	2.9%
Other values (42)	6088	10.9%
(Missing)	5450	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11410	20.4%
2	6899	12.3%
4	5103	9.1%
6	4447	7.9%
8	3960	7.1%
10	3499	6.2%
12	2960	5.3%
14	2539	4.5%
16	2026	3.6%
18	1619	2.9%

Value	Count	Frequency (%)
106	1	< 0.1%
104	2	< 0.1%
102	1	< 0.1%
100	1	< 0.1%
96	1	< 0.1%
92	1	< 0.1%
90	3	< 0.1%
88	1	< 0.1%
86	3	< 0.1%
84	4	< 0.1%

form_field38
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	58
Distinct (%)	0.1%
Missing	355
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.601419714

Minimum	0
Maximum	156
Zeros	4864
Zeros (%)	8.7%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	6
Q3	12
95-th percentile	24
Maximum	156
Range	156
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.969215182
Coefficient of variation (CV)	0.9264999787
Kurtosis	18.449534
Mean	8.601419714
Median Absolute Deviation (MAD)	4
Skewness	2.722392146
Sum	478626
Variance	63.50839062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	8448	15.1%
2	7976	14.2%
6	7628	13.6%
8	6509	11.6%
10	4956	8.8%
0	4864	8.7%
12	3769	6.7%
14	2862	5.1%
16	2120	3.8%
18	1600	2.9%
Other values (48)	4913	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4864	8.7%
2	7976	14.2%
4	8448	15.1%
6	7628	13.6%
8	6509	11.6%
10	4956	8.8%
12	3769	6.7%
14	2862	5.1%
16	2120	3.8%
18	1600	2.9%

Value	Count	Frequency (%)
156	1	< 0.1%
150	1	< 0.1%
142	1	< 0.1%
132	1	< 0.1%
118	1	< 0.1%
110	2	< 0.1%
106	2	< 0.1%
104	1	< 0.1%
102	1	< 0.1%
100	1	< 0.1%

form_field39
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	4211
Missing (%)	7.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.09084940818

Minimum	0
Maximum	21
Zeros	48194
Zeros (%)	86.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4238021692
Coefficient of variation (CV)	4.664886406
Kurtosis	299.8850297
Mean	0.09084940818
Median Absolute Deviation (MAD)	0
Skewness	11.81497314
Sum	4705
Variance	0.1796082786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	48194	86.1%
1	2941	5.3%
2	472	0.8%
3	91	0.2%
4	34	0.1%
5	20	< 0.1%
6	15	< 0.1%
7	7	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
Other values (5)	9	< 0.1%
(Missing)	4211	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48194	86.1%
1	2941	5.3%
2	472	0.8%
3	91	0.2%
4	34	0.1%
5	20	< 0.1%
6	15	< 0.1%
7	7	< 0.1%
8	3	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
15	2	< 0.1%
13	3	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	3	< 0.1%
8	3	< 0.1%
7	7	< 0.1%
6	15	< 0.1%
5	20	< 0.1%

form_field40
Real number (ℝ_≥0)

MISSING

Distinct	9848
Distinct (%)	80.3%
Missing	43729
Missing (%)	78.1%
Infinite	0
Infinite (%)	0.0%
Mean	147.7979769

Minimum	0.021
Maximum	645.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0.021
5-th percentile	58.99125
Q1	136.19175
median	150
Q3	167.754
95-th percentile	208.20675
Maximum	645.45
Range	645.429
Interquartile range (IQR)	31.56225

Descriptive statistics

Standard deviation	45.08588911
Coefficient of variation (CV)	0.3050507866
Kurtosis	5.995923036
Mean	147.7979769
Median Absolute Deviation (MAD)	16.4475
Skewness	0.1503336322
Sum	1813628.975
Variance	2032.737397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	1610	2.9%
75	10	< 0.1%
155.3505	4	< 0.1%
153.8985	4	< 0.1%
149.196	3	< 0.1%
153.0255	3	< 0.1%
188.373	3	< 0.1%
149.838	3	< 0.1%
165.447	3	< 0.1%
153.5145	3	< 0.1%
Other values (9838)	10625	19.0%
(Missing)	43729	78.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.021	1	< 0.1%
0.045	1	< 0.1%
0.228	2	< 0.1%
0.2415	1	< 0.1%
0.3495	1	< 0.1%
0.4965	1	< 0.1%
0.5025	1	< 0.1%
0.6855	1	< 0.1%
0.72	1	< 0.1%
0.798	1	< 0.1%

Value	Count	Frequency (%)
645.45	1	< 0.1%
502.7565	1	< 0.1%
501.48	1	< 0.1%
500.7585	1	< 0.1%
492.8205	1	< 0.1%
491.319	1	< 0.1%
488.376	1	< 0.1%
466.2525	1	< 0.1%
456.8625	1	< 0.1%
439.3185	1	< 0.1%

form_field41
Real number (ℝ_≥0)

MISSING

Distinct	14375
Distinct (%)	80.9%
Missing	38229
Missing (%)	68.3%
Infinite	0
Infinite (%)	0.0%
Mean	108.1173635

Minimum	0
Maximum	255
Zeros	41
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	31.02525
Q1	87.0555
median	118.4415
Q3	137.49675
95-th percentile	149.53725
Maximum	255
Range	255
Interquartile range (IQR)	50.44125

Descriptive statistics

Standard deviation	36.76576919
Coefficient of variation (CV)	0.3400542523
Kurtosis	0.1931893557
Mean	108.1173635
Median Absolute Deviation (MAD)	22.5735
Skewness	-0.9725248996
Sum	1921353.666
Variance	1351.721784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	488	0.9%
0	41	0.1%
75	25	< 0.1%
124.9995	21	< 0.1%
100.0005	19	< 0.1%
49.9995	17	< 0.1%
112.5	16	< 0.1%
137.5005	16	< 0.1%
129.1665	14	< 0.1%
141.666	13	< 0.1%
Other values (14365)	17101	30.5%
(Missing)	38229	68.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	41	0.1%
0.006	1	< 0.1%
0.018	1	< 0.1%
0.033	1	< 0.1%
0.0435	1	< 0.1%
0.0585	1	< 0.1%
0.0615	1	< 0.1%
0.075	2	< 0.1%
0.099	1	< 0.1%
0.1455	1	< 0.1%

Value	Count	Frequency (%)
255	1	< 0.1%
215.028	1	< 0.1%
199.4295	1	< 0.1%
194.625	1	< 0.1%
193.1145	1	< 0.1%
181.9125	1	< 0.1%
180.672	1	< 0.1%
179.7465	1	< 0.1%
179.1465	1	< 0.1%
177.378	1	< 0.1%

form_field42
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	986
Distinct (%)	1.8%
Missing	1323
Missing (%)	2.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.3682154648

Minimum	0
Maximum	2.2
Zeros	16961
Zeros (%)	30.3%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.22
Q3	0.628573
95-th percentile	1.1
Maximum	2.2
Range	2.2
Interquartile range (IQR)	0.628573

Descriptive statistics

Standard deviation	0.4128583767
Coefficient of variation (CV)	1.121241274
Kurtosis	1.168653331
Mean	0.3682154648
Median Absolute Deviation (MAD)	0.22
Skewness	1.183634849
Sum	20132.91697
Variance	0.1704520392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16961	30.3%
1.1	2459	4.4%
0.55	1540	2.8%
0.366663	1081	1.9%
0.275	908	1.6%
0.733337	831	1.5%
0.22	647	1.2%
0.183337	622	1.1%
0.825	588	1.1%
0.44	555	1.0%
Other values (976)	28485	50.9%
(Missing)	1323	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16961	30.3%
0.01111	1	< 0.1%
0.013926	1	< 0.1%
0.014476	2	< 0.1%
0.01507	1	< 0.1%
0.015719	1	< 0.1%
0.016181	1	< 0.1%
0.016665	1	< 0.1%
0.016918	3	< 0.1%
0.017193	1	< 0.1%

Value	Count	Frequency (%)
2.2	262	0.5%
1.65	250	0.4%
1.466663	242	0.4%
1.375	225	0.4%
1.32	196	0.4%
1.283337	172	0.3%
1.257146	154	0.3%
1.2375	126	0.2%
1.222221	120	0.2%
1.21	85	0.2%

form_field43
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	59
Distinct (%)	0.1%
Missing	568
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.634511293

Minimum	0
Maximum	91.91
Zeros	6942
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.02
median	5.05
Q3	10.1
95-th percentile	19.19
Maximum	91.91
Range	91.91
Interquartile range (IQR)	8.08

Descriptive statistics

Standard deviation	6.378946473
Coefficient of variation (CV)	0.9614794807
Kurtosis	4.582548276
Mean	6.634511293
Median Absolute Deviation (MAD)	4.04
Skewness	1.638079834
Sum	367764.23
Variance	40.6909581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6942	12.4%
1.01	5790	10.3%
2.02	4853	8.7%
3.03	4413	7.9%
4.04	4046	7.2%
5.05	3677	6.6%
6.06	3368	6.0%
7.07	3097	5.5%
8.08	2740	4.9%
9.09	2395	4.3%
Other values (49)	14111	25.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6942	12.4%
1.01	5790	10.3%
2.02	4853	8.7%
3.03	4413	7.9%
4.04	4046	7.2%
5.05	3677	6.6%
6.06	3368	6.0%
7.07	3097	5.5%
8.08	2740	4.9%
9.09	2395	4.3%

Value	Count	Frequency (%)
91.91	1	< 0.1%
78.78	1	< 0.1%
61.61	1	< 0.1%
58.58	1	< 0.1%
57.57	1	< 0.1%
53.53	3	< 0.1%
52.52	1	< 0.1%
51.51	5	< 0.1%
50.5	3	< 0.1%
49.49	3	< 0.1%

form_field44
Real number (ℝ_≥0)

MISSING

Distinct	33238
Distinct (%)	65.7%
Missing	5383
Missing (%)	9.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.5633767961

Minimum	0.048528
Maximum	0.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0.048528
5-th percentile	0.2092384
Q1	0.411672
median	0.588648
Q3	0.75384
95-th percentile	0.8
Maximum	0.8
Range	0.751472
Interquartile range (IQR)	0.342168

Descriptive statistics

Standard deviation	0.196972872
Coefficient of variation (CV)	0.3496290109
Kurtosis	-0.9304348794
Mean	0.5633767961
Median Absolute Deviation (MAD)	0.170624
Skewness	-0.4386335313
Sum	28516.44329
Variance	0.03879831231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	6572	11.7%
0.505264	17	< 0.1%
0.4	14	< 0.1%
0.799864	7	< 0.1%
0.786184	7	< 0.1%
0.767944	6	< 0.1%
0.553512	6	< 0.1%
0.799224	6	< 0.1%
0.335712	6	< 0.1%
0.792184	6	< 0.1%
Other values (33228)	43970	78.5%
(Missing)	5383	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.048528	1	< 0.1%
0.058392	1	< 0.1%
0.059744	1	< 0.1%
0.059912	1	< 0.1%
0.060896	1	< 0.1%
0.061176	1	< 0.1%
0.064024	1	< 0.1%
0.064232	1	< 0.1%
0.064424	1	< 0.1%
0.06588	1	< 0.1%

Value	Count	Frequency (%)
0.8	6572	11.7%
0.799992	1	< 0.1%
0.799984	3	< 0.1%
0.799976	4	< 0.1%
0.799968	3	< 0.1%
0.79996	4	< 0.1%
0.799952	2	< 0.1%
0.799936	6	< 0.1%
0.799928	4	< 0.1%
0.79992	4	< 0.1%

form_field45
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	31317
Missing (%)	55.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.07251954787

Minimum	0
Maximum	5
Zeros	23075
Zeros (%)	41.2%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2911457051
Coefficient of variation (CV)	4.014720358
Kurtosis	29.61217379
Mean	0.07251954787
Median Absolute Deviation (MAD)	0
Skewness	4.737307171
Sum	1790
Variance	0.08476582162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	23075	41.2%
1	1452	2.6%
2	136	0.2%
3	16	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
(Missing)	31317	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23075	41.2%
1	1452	2.6%
2	136	0.2%
3	16	< 0.1%
4	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	2	< 0.1%
3	16	< 0.1%
2	136	0.2%
1	1452	2.6%
0	23075	41.2%

form_field46
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	15904
Missing (%)	28.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.09537110934

Minimum	0
Maximum	5
Zeros	36730
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3352098649
Coefficient of variation (CV)	3.51479465
Kurtosis	19.79521421
Mean	0.09537110934
Median Absolute Deviation (MAD)	0
Skewness	4.031525257
Sum	3824
Variance	0.1123656535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	36730	65.6%
1	2964	5.3%
2	354	0.6%
3	41	0.1%
4	6	< 0.1%
5	1	< 0.1%
(Missing)	15904	28.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36730	65.6%
1	2964	5.3%
2	354	0.6%
3	41	0.1%
4	6	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
4	6	< 0.1%
3	41	0.1%
2	354	0.6%
1	2964	5.3%
0	36730	65.6%

form_field47
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	437.6 KiB

charge	36373
lending	19627

Length

Max length	7
Median length	6
Mean length	6.350482143
Min length	6

Characters and Unicode

Total characters	355627
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	charge
2nd row	charge
3rd row	charge
4th row	charge
5th row	charge

Common Values

Value	Count	Frequency (%)
charge	36373	65.0%
lending	19627	35.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
charge	36373	65.0%
lending	19627	35.0%

Most occurring characters

Value	Count	Frequency (%)
g	56000	15.7%
e	56000	15.7%
n	39254	11.0%
c	36373	10.2%
h	36373	10.2%
a	36373	10.2%
r	36373	10.2%
l	19627	5.5%
d	19627	5.5%
i	19627	5.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	355627	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
g	56000	15.7%
e	56000	15.7%
n	39254	11.0%
c	36373	10.2%
h	36373	10.2%
a	36373	10.2%
r	36373	10.2%
l	19627	5.5%
d	19627	5.5%
i	19627	5.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	355627	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
g	56000	15.7%
e	56000	15.7%
n	39254	11.0%
c	36373	10.2%
h	36373	10.2%
a	36373	10.2%
r	36373	10.2%
l	19627	5.5%
d	19627	5.5%
i	19627	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	355627	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
g	56000	15.7%
e	56000	15.7%
n	39254	11.0%
c	36373	10.2%
h	36373	10.2%
a	36373	10.2%
r	36373	10.2%
l	19627	5.5%
d	19627	5.5%
i	19627	5.5%

form_field48
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	32115
Distinct (%)	91.5%
Missing	20889
Missing (%)	37.3%
Infinite	0
Infinite (%)	0.0%
Mean	305244.9328

Minimum	0
Maximum	53210144
Zeros	1416
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	7.650737615
Q1	77.10079136
median	318.124292
Q3	1153.021914
95-th percentile	1490453.5
Maximum	53210144
Range	53210144
Interquartile range (IQR)	1075.921122

Descriptive statistics

Standard deviation	1647757.414
Coefficient of variation (CV)	5.398148297
Kurtosis	167.5651511
Mean	305244.9328
Median Absolute Deviation (MAD)	292.4316715
Skewness	10.55260188
Sum	1.071745483 × 10¹⁰
Variance	2.715104496 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1416	2.5%
7.674220208	15	< 0.1%
7.701686554	11	< 0.1%
7.700625735	10	< 0.1%
7.701422078	9	< 0.1%
7.696985265	9	< 0.1%
3112	9	< 0.1%
7.703033341	9	< 0.1%
7.700895563	8	< 0.1%
7.70116358	8	< 0.1%
Other values (32105)	33607	60.0%
(Missing)	20889	37.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1416	2.5%
0.09643428648	1	< 0.1%
0.1320215647	1	< 0.1%
0.1559990977	1	< 0.1%
0.4746072899	1	< 0.1%
0.601236476	1	< 0.1%
0.8107344154	1	< 0.1%
0.8381927143	1	< 0.1%
0.8679396696	1	< 0.1%
1.317331698	1	< 0.1%

Value	Count	Frequency (%)
53210144	1	< 0.1%
50279028	1	< 0.1%
38750235	1	< 0.1%
38287714	1	< 0.1%
35429342	1	< 0.1%
35348819	1	< 0.1%
34687908	1	< 0.1%
33428326	1	< 0.1%
32306450	1	< 0.1%
31544399	1	< 0.1%

form_field49
Real number (ℝ_≥0)

ZEROS

Distinct	13206
Distinct (%)	23.7%
Missing	355
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.049060751

Minimum	0
Maximum	28
Zeros	29853
Zeros (%)	53.3%
Negative	0
Negative (%)	0.0%
Memory size	437.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.181753723
95-th percentile	5
Maximum	28
Range	28
Interquartile range (IQR)	1.181753723

Descriptive statistics

Standard deviation	1.806160446
Coefficient of variation (CV)	1.721692898
Kurtosis	9.891706202
Mean	1.049060751
Median Absolute Deviation (MAD)	0
Skewness	2.623440073
Sum	58374.98552
Variance	3.262215555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29853	53.3%
1	4241	7.6%
2	1985	3.5%
3	1180	2.1%
4	667	1.2%
5	395	0.7%
6	249	0.4%
7	173	0.3%
8	99	0.2%
9	79	0.1%
Other values (13196)	16724	29.9%
(Missing)	355	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29853	53.3%
0.04220228399	1	< 0.1%
0.04881191792	1	< 0.1%
0.04967018994	1	< 0.1%
0.05235766569	1	< 0.1%
0.05253590829	1	< 0.1%
0.0551310465	1	< 0.1%
0.05676915391	1	< 0.1%
0.05855623741	1	< 0.1%
0.0590200314	1	< 0.1%

Value	Count	Frequency (%)
28	1	< 0.1%
25	1	< 0.1%
22	1	< 0.1%
21	2	< 0.1%
20	1	< 0.1%
18	1	< 0.1%
17.9245283	1	< 0.1%
17.68033946	1	< 0.1%
17.04822211	1	< 0.1%
17	3	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	form_field25	form_field26	form_field27	form_field28	form_field29	form_field30	form_field31	form_field32	form_field33	form_field34	form_field35	form_field36	form_field37	form_field38	form_field39	form_field40	form_field41	form_field42	form_field43	form_field44	form_field45	form_field46	form_field47	form_field48	form_field49
0	4000.5	17064.0	11376.0	60.0	17064.0	5962.0	NaN	1052.0	8.0000	2.0	NaN	12.0	12.0	4.0	0.0	NaN	NaN	0.392854	2.02	0.711632	0.0	0.0	charge	NaN	1.129518
1	4161.0	13413.0	8942.0	304.0	13413.0	5780.0	NaN	2554.0	17.5000	0.0	0.0	16.0	24.0	8.0	0.0	NaN	NaN	0.314281	8.08	0.183584	NaN	0.0	charge	349.805730	1.620483
2	1597.5	4746.0	3164.0	60.0	15696.0	NaN	14508.0	70.0	0.6666	0.0	NaN	12.0	0.0	6.0	0.0	149.6805	NaN	0.162965	18.18	0.791136	0.0	0.0	charge	NaN	1.513370
3	1701.0	4014.0	2676.0	60.0	11679.0	NaN	NaN	522.0	7.8334	1.0	1.0	4.0	8.0	4.0	1.0	NaN	NaN	0.488884	2.02	0.685168	NaN	0.0	charge	89.940100	0.664452
4	1551.0	3285.0	2190.0	60.0	19437.0	12958.0	5202.0	272.0	1.0000	0.0	0.0	24.0	2.0	24.0	0.0	150.0135	NaN	0.275000	12.12	0.438168	0.0	0.0	charge	97.887502	1.427891
5	2590.5	22083.0	14722.0	3772.0	22083.0	NaN	NaN	3858.0	31.0000	0.0	NaN	10.0	60.0	0.0	0.0	NaN	NaN	0.030558	12.12	0.382960	NaN	0.0	lending	NaN	0.000000
6	822.0	NaN	NaN	426.0	13413.0	NaN	13413.0	36.0	14.3334	0.0	NaN	12.0	2.0	2.0	0.0	153.8745	NaN	0.660000	1.01	0.513504	NaN	0.0	charge	NaN	2.146512
7	1498.5	1734.0	1156.0	548.0	15240.0	182.0	NaN	460.0	5.5000	0.0	1.0	10.0	6.0	12.0	0.0	NaN	149.0190	0.137500	3.03	0.635960	NaN	0.0	charge	155.295994	0.946074
8	1597.5	3195.0	2130.0	182.0	3741.0	1034.0	NaN	70.0	34.8334	1.0	NaN	14.0	0.0	8.0	0.0	NaN	102.2625	0.471427	4.04	0.410880	0.0	0.0	charge	NaN	0.641601
9	502.5	1278.0	852.0	182.0	9126.0	NaN	273.0	22.0	4.1666	0.0	1.0	4.0	0.0	4.0	0.0	150.0000	NaN	0.825000	1.01	0.800000	NaN	NaN	charge	NaN	0.000000

Last rows

	form_field25	form_field26	form_field27	form_field28	form_field29	form_field30	form_field31	form_field32	form_field33	form_field34	form_field35	form_field36	form_field37	form_field38	form_field39	form_field40	form_field41	form_field42	form_field43	form_field44	form_field45	form_field46	form_field47	form_field48	form_field49
55990	3334.5	13596.0	9064.0	60772.0	19344.0	6936.0	14964.0	2046.0	3.3334	0.0	0.0	24.0	24.0	16.0	0.0	110.3340	NaN	0.000000	17.17	0.384520	0.0	0.0	charge	1133.436392	2.000000
55991	NaN	NaN	NaN	60.0	6936.0	NaN	NaN	NaN	4.3334	0.0	NaN	10.0	NaN	6.0	NaN	NaN	NaN	1.257146	0.00	NaN	NaN	NaN	charge	NaN	0.000000
55992	2002.5	10311.0	6874.0	244.0	15786.0	7118.0	15786.0	790.0	3.3334	0.0	0.0	14.0	10.0	14.0	0.0	155.3415	143.3595	0.235719	11.11	0.401416	NaN	0.0	charge	130.331466	3.642987
55993	1857.0	10311.0	4928.0	304.0	14235.0	7178.0	5658.0	1302.0	NaN	1.0	0.0	24.0	8.0	24.0	0.0	178.3710	92.2125	0.000000	28.28	0.302904	0.0	0.0	lending	388.855406	0.931446
55994	1642.5	NaN	NaN	1826.0	6024.0	NaN	NaN	72.0	12.1666	0.0	NaN	NaN	0.0	0.0	NaN	NaN	NaN	NaN	0.00	NaN	NaN	NaN	charge	NaN	0.000000
55995	2815.5	7299.0	4866.0	60772.0	15969.0	1034.0	NaN	864.0	21.6666	0.0	0.0	4.0	8.0	8.0	0.0	NaN	NaN	0.000000	9.09	0.730040	NaN	0.0	lending	591.048913	0.000000
55996	1840.5	5475.0	3650.0	60.0	11589.0	1642.0	11589.0	242.0	14.6666	0.0	NaN	28.0	0.0	34.0	0.0	158.0250	136.5135	0.297913	30.30	0.498208	NaN	0.0	lending	NaN	0.000000
55997	1059.0	3924.0	2616.0	2980.0	12135.0	NaN	NaN	232.0	22.3334	0.0	0.0	6.0	0.0	4.0	0.0	NaN	NaN	0.550000	3.03	0.450512	0.0	0.0	lending	1252.474467	2.000000
55998	2373.0	NaN	NaN	60.0	25641.0	852.0	NaN	104.0	57.5000	1.0	NaN	10.0	2.0	8.0	1.0	NaN	150.0000	0.942854	0.00	0.705048	1.0	0.0	charge	NaN	0.000000
55999	5361.0	16515.0	11010.0	1278.0	22083.0	NaN	NaN	1410.0	0.8334	0.0	NaN	20.0	8.0	2.0	0.0	NaN	NaN	0.000000	13.13	0.292424	NaN	NaN	charge	4986.188578	3.000000

Most frequently occurring

	form_field25	form_field26	form_field27	form_field28	form_field29	form_field30	form_field31	form_field32	form_field33	form_field34	form_field35	form_field36	form_field37	form_field38	form_field39	form_field40	form_field41	form_field42	form_field43	form_field44	form_field45	form_field46	form_field47	form_field48	form_field49	# duplicates
119	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	74
120	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	lending	NaN	NaN	30
74	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.1666	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	25
75	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.1666	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	lending	NaN	NaN	14
78	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.5000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	11
76	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.3334	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	10
85	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.1666	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	7
91	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.8334	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	7
93	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2.0000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	7
80	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.6666	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	charge	NaN	NaN	6

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring